Text summarization is a technique for understanding the aim of any document, to visualize large text document within short duration. Summarization provides flexibility and convenience. Business leaders, analyst,
[6] Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models...
This is where the awesome concept of Text Summarization using Deep Learning really helped me out. It solves the one issue which kept bothering me before – now our model can understand the context of the entire text. It’s a dream come true for all of us who need to come up with a q...
from paddlenlp import Taskflow summarizer = Taskflow("text_summarization") # 单条输入 summarizer('2022年,中国房地产进入转型阵痛期,传统“高杠杆、快周转”的模式难以为继,万科甚至直接喊话,中国房地产进入“黑铁时代”') # 输出:['万科喊话中国房地产进入“黑铁时代”'] # 多条输入 summarizer([ '据悉,202...
In this guide, you'll learn how to build and run a text summarization application. You'll build the application using Python with the Bert Extractive Summarizer, and then set up the environment and run the application using Docker. The sample text summarization application uses the Bert Extractiv...
PaddleNLP是百度研制的自然语言处理(Natural Language Processing,NLP)开发工具包。它基于百度前沿深度学习技术和大规模深度学习模型,提供了一系列易用、高效的NLP模型和工具,帮助开发人员处理和分析文本数据。 二、PaddleNLP中的长文本自动摘要技术 长文本自动摘要技术是PaddleNLP中非常重要的一个功能,它能够根据一篇长文本...
PaddleNLP是一个基于飞桨深度学习框架的自然语言处理工具包。它旨在为用户提供简单易用且高效的工具,以解决自然语言处理中的各种任务。本文将详细介绍如何使用PaddleNLP进行文本摘要(text summarization)的训练,并给出一步一步的操作指导。 一、什么是文本摘要? 文本摘要是指将一篇较长的文章或文档自动地压缩成一个较短...
使用deep learning技术来做abstractive summarization的paper屈指可数,大体的思路也类似,大概如下: (1)首先将自动文摘的问题构造成一个seq2seq问题,通常的做法是将某段文本的first sentence作为输入,headlines作为输出,本质上变成了一个headlines generative问题。 (2)选择一个big corpus作为训练、测试集。自动文摘的技术没...
来自2022年ACL会议，题目为:<BRIO: Bringing Order to Abstractive Summarization >。
抽取式摘要 生成式摘要 02 相关模型概述 【ACL2017】Get To The Point: Summarization with Pointer-...